Patterns of Debt Use in Small Businesses: A Non-Parametric Analysis

This paper uses non-parametric techniques to examine patterns of debt use by small firms and how such patterns differ across firm categories. The methodological goal is to use the richness of the firm level data and allow convincing presentations with minimum of assumptions. The procedures used prov...

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Main Authors: Atreya Chakraborty, Rajiv Mallick
Format: Article
Language:English
Published: Universiti Utara Malaysia 2010-07-01
Series:International Journal of Banking and Finance
Online Access:https://www.scienceopen.com/document?vid=2e389649-d55b-4673-aeb3-cbf04e76aff9
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spelling doaj-9f77b4785f344862b86ebc0b74a2c1242021-06-15T13:16:18ZengUniversiti Utara MalaysiaInternational Journal of Banking and Finance1675-722X2010-07-0110.32890/ijbf2010.7.2.8417Patterns of Debt Use in Small Businesses: A Non-Parametric AnalysisAtreya ChakrabortyRajiv MallickThis paper uses non-parametric techniques to examine patterns of debt use by small firms and how such patterns differ across firm categories. The methodological goal is to use the richness of the firm level data and allow convincing presentations with minimum of assumptions. The procedures used provide easily comprehendible graphical descriptions of the data. The procedures augment what can be discerned from descriptive statistics by accounting for differential weights and allowing for clustering that is a native feature of cross-sectional data. We also investigate how firms could benefit if credit availability improves. Though a model-based analysis would be required to provide a detailed analysis, our analysis suggests that greater credit availability will benefit all firms. Firms with low levels of equity will be better off as their credit constraints will be less binding, while firms with high levels of equity will benefit from acquiring more debt.  https://www.scienceopen.com/document?vid=2e389649-d55b-4673-aeb3-cbf04e76aff9
collection DOAJ
language English
format Article
sources DOAJ
author Atreya Chakraborty
Rajiv Mallick
spellingShingle Atreya Chakraborty
Rajiv Mallick
Patterns of Debt Use in Small Businesses: A Non-Parametric Analysis
International Journal of Banking and Finance
author_facet Atreya Chakraborty
Rajiv Mallick
author_sort Atreya Chakraborty
title Patterns of Debt Use in Small Businesses: A Non-Parametric Analysis
title_short Patterns of Debt Use in Small Businesses: A Non-Parametric Analysis
title_full Patterns of Debt Use in Small Businesses: A Non-Parametric Analysis
title_fullStr Patterns of Debt Use in Small Businesses: A Non-Parametric Analysis
title_full_unstemmed Patterns of Debt Use in Small Businesses: A Non-Parametric Analysis
title_sort patterns of debt use in small businesses: a non-parametric analysis
publisher Universiti Utara Malaysia
series International Journal of Banking and Finance
issn 1675-722X
publishDate 2010-07-01
description This paper uses non-parametric techniques to examine patterns of debt use by small firms and how such patterns differ across firm categories. The methodological goal is to use the richness of the firm level data and allow convincing presentations with minimum of assumptions. The procedures used provide easily comprehendible graphical descriptions of the data. The procedures augment what can be discerned from descriptive statistics by accounting for differential weights and allowing for clustering that is a native feature of cross-sectional data. We also investigate how firms could benefit if credit availability improves. Though a model-based analysis would be required to provide a detailed analysis, our analysis suggests that greater credit availability will benefit all firms. Firms with low levels of equity will be better off as their credit constraints will be less binding, while firms with high levels of equity will benefit from acquiring more debt.  
url https://www.scienceopen.com/document?vid=2e389649-d55b-4673-aeb3-cbf04e76aff9
work_keys_str_mv AT atreyachakraborty patternsofdebtuseinsmallbusinessesanonparametricanalysis
AT rajivmallick patternsofdebtuseinsmallbusinessesanonparametricanalysis
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